538 citations · 1.1k across the 31 of their papers we have counts for
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cs.LG2011★ 253 cited
Convergence Rates of Inexact Proximal-Gradient Methods for Convex Optimization
Mark Schmidt, Nicolas Le Roux, Francis Bach
We consider the problem of optimizing the sum of a smooth convex function and a non-smooth convex function using proximal-gradient methods, where an error is present in the calcula…
cs.LG2011
Local Component Analysis
Nicolas Le Roux, Francis Bach
Kernel density estimation, a.k.a. Parzen windows, is a popular density estimation method, which can be used for outlier detection or clustering. With multivariate data, its perform…
cs.LG2011★ 6 cited
Weakly Supervised Learning of Foreground-Background Segmentation using Masked RBMs
Nicolas Heess, Nicolas Le Roux, John Winn
We propose an extension of the Restricted Boltzmann Machine (RBM) that allows the joint shape and appearance of foreground objects in cluttered images to be modeled independently o…